{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7432f9c-e026-40bf-81b2-a45ffc57fa9b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本接口即将停止更新，请尽快使用Pro版接口：https://tushare.pro/document/2\n"
     ]
    }
   ],
   "source": [
    "import tushare as ts\n",
    "\n",
    "sls_df = ts.get_hist_data('601127')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "449863ad-dd77-4773-a4f0-41fc701416f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>close</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>price_change</th>\n",
       "      <th>p_change</th>\n",
       "      <th>ma5</th>\n",
       "      <th>ma10</th>\n",
       "      <th>ma20</th>\n",
       "      <th>v_ma5</th>\n",
       "      <th>v_ma10</th>\n",
       "      <th>v_ma20</th>\n",
       "      <th>turnover</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-01-12</th>\n",
       "      <td>68.40</td>\n",
       "      <td>68.48</td>\n",
       "      <td>66.60</td>\n",
       "      <td>66.60</td>\n",
       "      <td>369552.22</td>\n",
       "      <td>-1.95</td>\n",
       "      <td>-2.85</td>\n",
       "      <td>67.420</td>\n",
       "      <td>69.920</td>\n",
       "      <td>76.643</td>\n",
       "      <td>457129.17</td>\n",
       "      <td>495746.16</td>\n",
       "      <td>541567.04</td>\n",
       "      <td>2.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-11</th>\n",
       "      <td>68.00</td>\n",
       "      <td>69.06</td>\n",
       "      <td>68.55</td>\n",
       "      <td>67.51</td>\n",
       "      <td>400723.56</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.07</td>\n",
       "      <td>68.128</td>\n",
       "      <td>70.458</td>\n",
       "      <td>77.436</td>\n",
       "      <td>474080.11</td>\n",
       "      <td>543218.63</td>\n",
       "      <td>547922.94</td>\n",
       "      <td>2.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-10</th>\n",
       "      <td>66.80</td>\n",
       "      <td>70.00</td>\n",
       "      <td>68.50</td>\n",
       "      <td>66.40</td>\n",
       "      <td>642515.38</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.69</td>\n",
       "      <td>68.322</td>\n",
       "      <td>71.443</td>\n",
       "      <td>78.046</td>\n",
       "      <td>490722.89</td>\n",
       "      <td>564831.29</td>\n",
       "      <td>544873.75</td>\n",
       "      <td>4.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-09</th>\n",
       "      <td>68.00</td>\n",
       "      <td>68.45</td>\n",
       "      <td>66.06</td>\n",
       "      <td>65.78</td>\n",
       "      <td>438893.16</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-1.97</td>\n",
       "      <td>69.200</td>\n",
       "      <td>72.889</td>\n",
       "      <td>78.711</td>\n",
       "      <td>436678.96</td>\n",
       "      <td>533010.04</td>\n",
       "      <td>538966.86</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-01-08</th>\n",
       "      <td>69.48</td>\n",
       "      <td>69.66</td>\n",
       "      <td>67.39</td>\n",
       "      <td>67.29</td>\n",
       "      <td>433961.53</td>\n",
       "      <td>-2.75</td>\n",
       "      <td>-3.92</td>\n",
       "      <td>70.658</td>\n",
       "      <td>74.748</td>\n",
       "      <td>79.390</td>\n",
       "      <td>482491.35</td>\n",
       "      <td>543709.88</td>\n",
       "      <td>537896.78</td>\n",
       "      <td>2.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-20</th>\n",
       "      <td>62.56</td>\n",
       "      <td>66.89</td>\n",
       "      <td>66.62</td>\n",
       "      <td>62.36</td>\n",
       "      <td>231540.16</td>\n",
       "      <td>3.41</td>\n",
       "      <td>5.39</td>\n",
       "      <td>66.076</td>\n",
       "      <td>66.076</td>\n",
       "      <td>66.076</td>\n",
       "      <td>243240.87</td>\n",
       "      <td>243240.87</td>\n",
       "      <td>243240.87</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-19</th>\n",
       "      <td>63.89</td>\n",
       "      <td>65.52</td>\n",
       "      <td>63.21</td>\n",
       "      <td>62.88</td>\n",
       "      <td>180552.36</td>\n",
       "      <td>-2.02</td>\n",
       "      <td>-3.10</td>\n",
       "      <td>65.940</td>\n",
       "      <td>65.940</td>\n",
       "      <td>65.940</td>\n",
       "      <td>246166.05</td>\n",
       "      <td>246166.05</td>\n",
       "      <td>246166.05</td>\n",
       "      <td>1.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-16</th>\n",
       "      <td>67.00</td>\n",
       "      <td>67.99</td>\n",
       "      <td>65.23</td>\n",
       "      <td>65.00</td>\n",
       "      <td>206314.98</td>\n",
       "      <td>-2.22</td>\n",
       "      <td>-3.29</td>\n",
       "      <td>66.850</td>\n",
       "      <td>66.850</td>\n",
       "      <td>66.850</td>\n",
       "      <td>268037.28</td>\n",
       "      <td>268037.28</td>\n",
       "      <td>268037.28</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-15</th>\n",
       "      <td>67.00</td>\n",
       "      <td>69.00</td>\n",
       "      <td>67.45</td>\n",
       "      <td>65.30</td>\n",
       "      <td>233620.44</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>67.660</td>\n",
       "      <td>67.660</td>\n",
       "      <td>67.660</td>\n",
       "      <td>298898.43</td>\n",
       "      <td>298898.43</td>\n",
       "      <td>298898.43</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-14</th>\n",
       "      <td>74.84</td>\n",
       "      <td>74.85</td>\n",
       "      <td>67.87</td>\n",
       "      <td>67.58</td>\n",
       "      <td>364176.41</td>\n",
       "      <td>-6.99</td>\n",
       "      <td>-9.34</td>\n",
       "      <td>67.870</td>\n",
       "      <td>67.870</td>\n",
       "      <td>67.870</td>\n",
       "      <td>364176.41</td>\n",
       "      <td>364176.41</td>\n",
       "      <td>364176.41</td>\n",
       "      <td>3.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>609 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             open   high  close    low     volume  price_change  p_change  \\\n",
       "date                                                                        \n",
       "2024-01-12  68.40  68.48  66.60  66.60  369552.22         -1.95     -2.85   \n",
       "2024-01-11  68.00  69.06  68.55  67.51  400723.56          0.05      0.07   \n",
       "2024-01-10  66.80  70.00  68.50  66.40  642515.38          2.44      3.69   \n",
       "2024-01-09  68.00  68.45  66.06  65.78  438893.16         -1.33     -1.97   \n",
       "2024-01-08  69.48  69.66  67.39  67.29  433961.53         -2.75     -3.92   \n",
       "...           ...    ...    ...    ...        ...           ...       ...   \n",
       "2021-07-20  62.56  66.89  66.62  62.36  231540.16          3.41      5.39   \n",
       "2021-07-19  63.89  65.52  63.21  62.88  180552.36         -2.02     -3.10   \n",
       "2021-07-16  67.00  67.99  65.23  65.00  206314.98         -2.22     -3.29   \n",
       "2021-07-15  67.00  69.00  67.45  65.30  233620.44         -0.42     -0.62   \n",
       "2021-07-14  74.84  74.85  67.87  67.58  364176.41         -6.99     -9.34   \n",
       "\n",
       "               ma5    ma10    ma20      v_ma5     v_ma10     v_ma20  turnover  \n",
       "date                                                                           \n",
       "2024-01-12  67.420  69.920  76.643  457129.17  495746.16  541567.04      2.45  \n",
       "2024-01-11  68.128  70.458  77.436  474080.11  543218.63  547922.94      2.65  \n",
       "2024-01-10  68.322  71.443  78.046  490722.89  564831.29  544873.75      4.26  \n",
       "2024-01-09  69.200  72.889  78.711  436678.96  533010.04  538966.86      2.91  \n",
       "2024-01-08  70.658  74.748  79.390  482491.35  543709.88  537896.78      2.87  \n",
       "...            ...     ...     ...        ...        ...        ...       ...  \n",
       "2021-07-20  66.076  66.076  66.076  243240.87  243240.87  243240.87      2.38  \n",
       "2021-07-19  65.940  65.940  65.940  246166.05  246166.05  246166.05      1.85  \n",
       "2021-07-16  66.850  66.850  66.850  268037.28  268037.28  268037.28      2.12  \n",
       "2021-07-15  67.660  67.660  67.660  298898.43  298898.43  298898.43      2.40  \n",
       "2021-07-14  67.870  67.870  67.870  364176.41  364176.41  364176.41      3.74  \n",
       "\n",
       "[609 rows x 14 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sls_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c2609cf1-2aca-4b3d-892c-14e092654a7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='date'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sls_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "016a6f97-b692-4347-b989-ec065ea4c940",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
